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Thermal coupling study during the co-processing of coal and biomass in the lab-scale adiabatic reactor
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作者 Laisong Wang Zhidi Du +2 位作者 Jie Feng Xiaolong Shi Wenying Li 《Chinese Journal of Chemical Engineering》 2025年第2期303-313,共11页
A lab-scale adiabatic reactor has been self-made to characterize the coupled properties of heat and reactions during the co-thermal-processing of coal and biomass with steam or steam/O_(2) gasification agents.Results ... A lab-scale adiabatic reactor has been self-made to characterize the coupled properties of heat and reactions during the co-thermal-processing of coal and biomass with steam or steam/O_(2) gasification agents.Results showed that the synergistic effects caused by heat transfer between corncob and coal at different mixing ratios were heavily determined by coal rank and gasification agent.During steam co-processing,the heat transfer from corncob char to adjacent bituminous coal char promoted the water-gas reaction on coal char and contributed to synergistic effects;the heat transfer from anthracite char to adjacent corncob char reduced the kinetic rate of the water-gas reaction on coal char and contributed to inhibitory effects,and the inhibitory effect caused by heat transfer was greater than the promotion effects of biomass mass transfer.The introduction of O_(2) diminished the impact of inter-particle heat transfer and altered the intensity of synergy,decreasing the values of synergy factor of bituminous coal/corncob blends by 17%and increasing the value of synergy factor of anthracite/corncob blends by 142.5%.This study provides sufficient support for the process conditions selection for the production of syngas with specific H_(2)/CO molar ratios and the desired level of gasification performance. 展开更多
关键词 co-processing Element utilization efficiency Reaction heat Heat transfer Synergistic effect
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Effects of Municipal Sewage Sludge on Fixation of Cr,Ni,Cu,and Zn during Co-processing of Heavy Metal-containing Waste in Cement Kilns 被引量:4
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作者 刘伟 CAO Haihua +4 位作者 徐竟成 LIU Jia HUANG Juwen HUANG Xiangfeng LI Guangming 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2018年第4期892-900,共9页
Cement raw meal with MSS and different heavy metals was blended to examine the fixation ratios, chemical species, and cement crystalline phases in clinkers. The results showed that blending MSS could decrease the fixa... Cement raw meal with MSS and different heavy metals was blended to examine the fixation ratios, chemical species, and cement crystalline phases in clinkers. The results showed that blending MSS could decrease the fixation ratio of Cr, Ni, Cu, and Zn in the produced clinker by 5% to 25%. And Cr, Cu, and Zn were mainly incorporated into clinkers as metal silicates, Ni was mainly solubilized in Mg O to form magnesium nickel oxides, and the transition phases were mainly metal aluminum oxides as indicated by X-ray diffraction. The reduction of fixation ratios was likely attributed to the presence of impure elements, such as sodium and phosphorus in MSS. In addition, high concentrations(eg, 1.7 wt%) of chlorine in MSS led to metal chloride formation that could vaporize Cu, Cr, Ni, and Zn. To summarize, introducing MSS would decrease the fixation ratios of heavy metals due to the presence of impure elements, such as sodium and phosphorus and chlorine. 展开更多
关键词 municipal sewage sludge heavy-metal fixation cement kiln co-processing
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A Probe into Process for Maximization of Low-carbon Olefins via Co-processing of Methanol and Heavy Oil 被引量:2
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作者 Song Baomei 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2013年第2期37-41,共5页
From the viewpoint of process specifics and thermodynamics, this article has put forward a route for maximiza- tion of low-carbon olefins via co-processing of methanol and heavy oil. Catalytic cracking experiments on ... From the viewpoint of process specifics and thermodynamics, this article has put forward a route for maximiza- tion of low-carbon olefins via co-processing of methanol and heavy oil. Catalytic cracking experiments on co-processing of methanol and heavy oil at different ratios in a fixed fluidized bed reactor had been conducted. Test results have revealed that when 12.5% of methanol was blended to the heavy oil a good products distribution and relatively higher yield of low-carbon olefins could be obtained. The overall yield of low-carbon olefins could reach 50.16%, with the yield of ethylene, propylene and butylene equating to 5.47 %, 28.93% and 15.76 %, respectively. 展开更多
关键词 catalytic cracking METHANOL co-processing low-carbon olefin
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Co-processing petroleum catalytic slurry with coal 被引量:2
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作者 Yong-Bing XUE Zhi-Yu WANG +1 位作者 Bing-Zheng LI Ke-Qiong ZHANG 《Journal of Coal Science & Engineering(China)》 2013年第4期554-559,共6页
It is studied that reactivity of petroleum catalytic slurry (PCS) and coal with Fe catalyst in 1 L autoclave, the fol- lowing is mainly discussed, coal conversion and asphalt properties, especially related with petr... It is studied that reactivity of petroleum catalytic slurry (PCS) and coal with Fe catalyst in 1 L autoclave, the fol- lowing is mainly discussed, coal conversion and asphalt properties, especially related with petroleum cracking slurry (PCS) properties. The results show that co-processing conversion and asphalt yield increase with the increase of PCS ratio. PCS prop- erties have important effect on coal conversion and asphalt properties. One kind of PCS shows negative effect on coal conver- sion. High aromatic PCS can lead to high ductility asphalt with good colloid properties. Coal and the PCS can lead to a strong matching effect. 展开更多
关键词 petroleum cracking slurry COAL co-processing ASPHALT COLLOID
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Co-Processing Sewage Sludge in Cement Kiln in China 被引量:1
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作者 Yeqing Li Huanzhong Wang +2 位作者 Jiang Zhang Jiajun Wang Ouyang Lan 《Journal of Water Resource and Protection》 2013年第9期906-910,共5页
Sewage sludge is the by-product from municipal waste water treatment plant and is highly polluted. How to treat the SS in a solid environmental friendly way is strictly concerned in China. In this article, the SS situ... Sewage sludge is the by-product from municipal waste water treatment plant and is highly polluted. How to treat the SS in a solid environmental friendly way is strictly concerned in China. In this article, the SS situation and also the treatment methods in China have been introduced. The advantage and some related issues of co-processing SS in cement kiln have been discussed. The technical model and projects of Huaxin cement for co-processing SS in cement kiln also have been introduced. 展开更多
关键词 SEWAGE SLUDGE Deep DEWATERING DRYING with Waste Heat co-processing
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A Review of Co-processing of Kitchen Waste and Municipal Residual Sludge 被引量:2
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作者 Han Houfeng Zhuang Pingfang +4 位作者 Liu Mei Rong Zhenying Weng Yisong Chen Qingguo Sun Jingya 《Meteorological and Environmental Research》 CAS 2018年第4期80-84,88,共6页
In this paper, the methods of kitchen waste disposal in recent years were summed up, and the advantages and disadvantages of the current treatment methods were analyzed. At the same time, it has been found that the co... In this paper, the methods of kitchen waste disposal in recent years were summed up, and the advantages and disadvantages of the current treatment methods were analyzed. At the same time, it has been found that the co-processing of kitchen waste and residual sludge not only has dealt with both kitchen waste and residual sludge, but also the carbon and nitrogen ratio and moisture content of the mixture are balanced, and increases the processing efficiency significantly. It has a certain processing advantage. At present, most research is about the anaerobic digestion of kitchen waste and residual sludge, and the process is more mature, but the study of VFAs accumulation is still insufficient. Aerobic composting is still in the early stage of development, and there are few studies on it at home and abroad. Meanwhile, prospects for the kitchen waste recycling were made in this article. 展开更多
关键词 Kitchen waste Municipal residual sludge COMPOST co-processing
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Identification of nitrogen-polyaromatic compounds in asphaltene from co-processing of coal and petroleum residue using chromatography with mass spectrometry 被引量:3
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作者 Pingping Zuo Wenzhong Shen 《International Journal of Coal Science & Technology》 EI 2017年第3期281-299,共19页
Abstract Asphaltene, from co-processing of coal and petroleum residues is one of the most precious and complex molecular mixtures existing, with tremendous economic relevance. Asphaltene was separated by Soxhlet extra... Abstract Asphaltene, from co-processing of coal and petroleum residues is one of the most precious and complex molecular mixtures existing, with tremendous economic relevance. Asphaltene was separated by Soxhlet extraction with methylbenzene and then divided into three parts by distillation. Gas chromatography (GC) and high-performance liquid chromatography (HPLC) were coupled with quadrupole time-of-flight mass spectrometry (Q-TOF MS) to separate and characterize organic nitrogen species in the distillates of asphaltene at molecular level. Molecular mass of compounds was mainly distributed from 150 to 600 ~t. Number of rings plus double bonds (rdb) and synchronous fluorescence spectra indicated that most of the organonitrogen compounds (NPAC) contained heterocyclic aromatic rings, including pyridines, anilines, quinolins, pyrroles, carbazoles and indoles plus various alkyl groups. Constant-wavelength synchronous fluo- rescence spectrometry (CWSFS) indicated NPAC with 2-3 rings were the main structures of organonitrogen compounds and the corresponding structural information was proposed. Some organic nitrogen isomers were separated and identified by atmospheric pressure chemical ionization (APCI) GC-Q-TOF MS and electrospray ionization (ESI) HPLC-Q-TOF MS. The methodology applied here contained chromatographic injection of the diluted sample using conventional columns sets and Data Analysis 4.2 software. Identifying molecular structures provides a foundation to understand all aspects of coal- derived asphaltene, enabling a first-principles approach to optimize resource utilization. 展开更多
关键词 co-processing of coal and petroleum residue ·Asphlatene · Heterocyclic aromatic rings · GC-Q-TOF MS ·HPLC-FL-Q-TOF MS
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GPU-CPU协同航空影像快速正射纠正方法 被引量:8
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作者 李朋龙 邓非 +2 位作者 何江 陈朝霞 杨丽颖 《测绘地理信息》 2016年第2期44-47,共4页
为满足应急测绘中大序列航空影像快速正射纠正的要求,提出了一种GPU-CPU协同快速正射纠正方法。实验结果表明,通过对GPU程序进行配置选择优化和存储层次性优化,该方法较传统的基于CPU正射纠正方法,其平均加速比达到52倍。
关键词 gpu-cpu协同 CUDA 航空影像 正射纠正
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基于有效区域约束的GPU-CPU协同影像快拼方法 被引量:4
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作者 李朋龙 邓非 +3 位作者 李海亮 李勇 何江 王岚 《武汉大学学报(信息科学版)》 EI CSCD 北大核心 2018年第2期304-310,共7页
提出了一种以有效区域约束的Voronoi图为拼接线网络,利用GPU-CPU协同处理航空影像快速拼接方法。首先,基于成像有效区域生成有效区域约束的Voronoi图拼接线网络,解决了传统Voronoi图拼接线网络在低重叠度条件下拼接后影像局部区域不被... 提出了一种以有效区域约束的Voronoi图为拼接线网络,利用GPU-CPU协同处理航空影像快速拼接方法。首先,基于成像有效区域生成有效区域约束的Voronoi图拼接线网络,解决了传统Voronoi图拼接线网络在低重叠度条件下拼接后影像局部区域不被覆盖的问题,然后利用GPU-CPU协同处理将正射纠正嵌入到影像拼接的过程中,并且只对每张影像的有效区域进行纠正,再通过选择配置优化和存储层次性优化进一步提高拼接效率。实验表明,对237张高分辨率航空影像进行快速正射纠正和拼接,本文算法较传统先纠正再拼接的方法效率提高近20倍,同时保证很高的拼接精度,可以满足应急测绘要求。 展开更多
关键词 航空影像 正射纠正 影像拼接 有效区域约束的Voronoi图 gpu-cpu协同处理
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论GPU-CPU协作计算模式的应用研究 被引量:2
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作者 李超 《电子商务》 2010年第11期54-54,共1页
根据GPU计算特点和任务划分的特点,提出一种类似主从模型的GPU-CPU协作计算的处理模式,本文对GPU-CPU协作计算模式的特点进行介绍,再对GPU-CPU协作计算模式的应用进行研究,最后对GPU-CPU协作计算模式的发展展望。
关键词 gpu-cpu协作 计算模式 特点 应用研究
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一种GPU-CPU异构运算框架加速的实时N-1交流潮流计算方法 被引量:18
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作者 唐坤杰 董树锋 宋永华 《中国电机工程学报》 EI CSCD 北大核心 2018年第15期4329-4338,共10页
随着电力系统规模的扩大,为了适应N-1安全校验日益上升的实时性和精确性的需求,提出一种图形处理单元—中央处理单元(graphics processing unit-central processing unit,GPU-CPU)异构运算框架加速的实时N-1交流潮流计算方法。算法中... 随着电力系统规模的扩大,为了适应N-1安全校验日益上升的实时性和精确性的需求,提出一种图形处理单元—中央处理单元(graphics processing unit-central processing unit,GPU-CPU)异构运算框架加速的实时N-1交流潮流计算方法。算法中设计一种N-1潮流问题的拼接求解方法,将原本多个独立的潮流问题组合为一个。雅可比矩阵的拼接生成采用并行化处理,线性方程组的求解根据规模大小选择直接法或迭代法处理,其中迭代法采用并行化处理。算法整体分为CPU处理部分和GPU处理部分,CPU处理迭代初值的设定、节点导纳矩阵的形成、校验集合的形成、迭代值的修正、收敛性判断等步骤,GPU处理雅可比矩阵的拼接生成等步骤,修正方程组的求解根据其规模选择CPU求解或GPU求解,以达到快速求解的目的。算例表明,所提算法效率和精度高、空间占用小,与传统N-1潮流算法相比具有明显优势,能够满足电网实时N-1潮流计算的需求,具有工程应用价值。 展开更多
关键词 N-1潮流计算 gpu-cpu异构运算架构 并行化 拼接求解 迭代法
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基于GPU-CPU协同的遥感影像坐标转换研究与实现
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作者 侯飞 《测绘与空间地理信息》 2020年第11期29-31,共3页
2000国家大地坐标系(CGCS 2000)于2018年正式启用,自然资源、空间规划、水利、交通等行业也逐步过渡到CGCS 2000。目前仍存在较多非CGCS 2000的历史影像数据需要进行坐标转换,另外,同一坐标系下也存在坐标换带等坐标转换的需求。传统的... 2000国家大地坐标系(CGCS 2000)于2018年正式启用,自然资源、空间规划、水利、交通等行业也逐步过渡到CGCS 2000。目前仍存在较多非CGCS 2000的历史影像数据需要进行坐标转换,另外,同一坐标系下也存在坐标换带等坐标转换的需求。传统的影像坐标转换方法效率较低,且大数据量影像难以转换,鉴于此,本文将GPU-CPU协同处理技术引入到影像坐标转换过程,建立GPU-CPU协同的影像并行转换流程,通过分块处理策略和GPU处理优化加速整个处理过程。经过系统数据实验,本文方法较普通坐标转换方法有极大的效率提升,在国土资源数据2000国家大地坐标系转换工作中得到了良好的推广应用。 展开更多
关键词 gpu-cpu协同 遥感影像 坐标转换 并行计算
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Characterisation of a novel, multifunctional, co-processed excipient and its effect on release profile of paracetamol from tablets prepared by direct compression 被引量:1
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作者 Eraga Sylvester Okhuelegbe Arhewoh Matthew Ikhuoria +1 位作者 Uhumwangho Michael Uwumagbe Iwuagwu Magnus Amara 《Asian Pacific Journal of Tropical Biomedicine》 SCIE CAS 2015年第9期739-742,共4页
Objective: To characterise a novel multifunctional pharmaceutical excipient and investigate its ef ect on paracetamol release from tablets prepared by direct compression.Methods: The excipient was prepared by co-proce... Objective: To characterise a novel multifunctional pharmaceutical excipient and investigate its ef ect on paracetamol release from tablets prepared by direct compression.Methods: The excipient was prepared by co-processing gelatinized maize starch with sodium carboxymethyl cellulose and microcrystalline cellulose in a ratio of 2:1:1, dried and pulverized into powder. The excipient formulated was characterized using Fourier transform infrared spectroscopy and dif erential scanning calorimetry. The excipient was used to prepare batches of tablets by direct compression with drug-excipient ratios of 1:1, 1:2, 1:3 and 1:4. Parameters evaluated on tablets include crushing strength, friability and in vitro dissolution studies. Results: Differential scanning calorimetry analysis revealed a crystalline excipient while Fourier transform infrared spectroscopy showed no interaction between the excipient and paracetamol. Tablets from all the batches gave average crushing strength values between 3.47 and 4.88 kp. The 1:1 and 1:2 tablet batches were comparable to each other while 1:3 and 1:4 were also comparable to one another in their dissolution proi les. The dissolution parameters of the 1:4 batch was faster with- m∞(90.5%), t50%(3.5 min), t70%(11.6 min) while that of ratio 1:1 was the least with- m∞(48.6%), m5min(23.8%). Their release kinetics followed a KorsmeyerPeppas model with a super case-II transport mechanism.Conclusions: The drug-excipient ratios of 1:3 and 1:4 gave pharmaceutically acceptable tablets that met the British Pharmacopoeia specii cations. The t50% value of the 1:4 batch of tablets may i nd its usefulness in formulating drugs for which a fast onset of action is desired. 展开更多
关键词 co-processed EXCIPIENT Dissolution proiles PARACETAMOL TABLET Direct compression
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航空面阵数字影像多基线立体匹配及协同处理
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作者 张丽 汤晓涛 李纲 《测绘科学与工程》 2015年第3期31-37,共7页
多基线立体匹配技术是获取可靠DSM产品的有效手段之一。本文针对面阵航空数字影像设计了多基线立体匹配的技术流程,根据算法特点提出了基于GPU—CPU的协同处理方案;利用构建的专业级GPU并行计算平台,对协同处理方案进行了实验验证。... 多基线立体匹配技术是获取可靠DSM产品的有效手段之一。本文针对面阵航空数字影像设计了多基线立体匹配的技术流程,根据算法特点提出了基于GPU—CPU的协同处理方案;利用构建的专业级GPU并行计算平台,对协同处理方案进行了实验验证。结果表明,提出的方案在保证DSM产品高精度的同时,大幅提高了多基线立体匹配的计算效率和整体处理能力。 展开更多
关键词 多基线立体匹配 gpu-cpu 协同处理 计算效率
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Disposal of zinc extraction residues via iron ore sintering process:an innovative resource utilization 被引量:3
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作者 Chun-long Fan Cheng-yi Ding +4 位作者 Tao Yang Yun-fei Luo Yi-fan Wang Qian Li Hong-ming Long 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2024年第7期1636-1645,共10页
Zinc extraction residue,a solid waste generated from the treatment of zinc-containing dust in rotary kilns,is commonly stockpiled in steel companies for extended periods.It poses significant disposal challenges and en... Zinc extraction residue,a solid waste generated from the treatment of zinc-containing dust in rotary kilns,is commonly stockpiled in steel companies for extended periods.It poses significant disposal challenges and environmental pollution risks.So far,research on the treatment of zinc extraction residues has been slow,inadequate,and sporadic.For this gap,a novel approach was proposed to effectively treat the zinc extraction residue via the iron ore sintering process.It was feasible to add 1 wt.%of zinc extraction residues to the sintering raw materials.The more adequate mineralization reaction resulted in higher yield and tumbler indexes,despite a slight decrease in sintering speed.Although this may result in a slight decrease in sintering speed,the more complete mineralization reaction leads to improved sintering yield and tumbler index.Interestingly,the addition of zinc extraction residues reduced the CO and NO_(x) concentrations in the sintering flue gas.Thus,the iron ore sintering process provided a viable solution for resource utilization and environmentally friendly treatment of zinc extraction residues. 展开更多
关键词 Zinc extraction residue Iron ore sintering co-processing Waste utilization Gas pollutant reduction
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Recent advances in co-processing biomass feedstock with petroleum feedstock:A review 被引量:1
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作者 Cong Wang Tan Li +2 位作者 Wenhao Xu Shurong Wang Kaige Wang 《Frontiers in Energy》 CSCD 2024年第6期735-759,共25页
Co-processing of biomass feedstock with petroleum feedstock in existing refineries is a promising technology that enables the production of low-carbon fuels,reduces dependence on petroleum feedstock,and utilizes the e... Co-processing of biomass feedstock with petroleum feedstock in existing refineries is a promising technology that enables the production of low-carbon fuels,reduces dependence on petroleum feedstock,and utilizes the existing infrastructure in refinery.Much effort has been dedicated to advancing co-processing technologies.Though significant progress has been made,the development of co-processing is still hindered by numerous challenges.Therefore,it is important to systematically summarize up-to-date research activities on co-processing process for the further development of co-processing technologies.This paper provides a review of the latest research activities on coprocessing biomass feedstock with petroleum feedstock utilizing fluid catalytic cracking(FCC)or hydrotreating(HDT)processes.In addition,it extensively discusses the influence of different types and diverse physicochemical properties of biomass feedstock on the processing of petroleum feedstock,catalysts employed in co-processing studies,and relevant projects.Moreover,it summarizes and discusses co-processing projects in pilot or larger scale.Furthermore,it briefly prospects the research trend of co-processing in the end. 展开更多
关键词 co-processing BIOMASS BIO-OIL petroleum feedstock fluid catalytic cracking HYDROTREATING
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Assessment of popular techniques for co-processing municipal solid waste in Chinese cement kilns
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作者 Hua Long Yang Liao +5 位作者 Changhao Cui Meijia Liu Zeiwei Liu Li Li Wenzheng Hu Dahai Yan 《Frontiers of Environmental Science & Engineering》 SCIE EI CSCD 2022年第4期139-151,共13页
Cement kiln co-processing techniques have been developed in the past 20 years in China,and more than 60 factories now use fermentation,screening,and gasification pre-treatment techniques to coprocess municipal solid w... Cement kiln co-processing techniques have been developed in the past 20 years in China,and more than 60 factories now use fermentation,screening,and gasification pre-treatment techniques to coprocess municipal solid waste(MSW).There three complete MSW pre-treatment techniques,coprocessing procedures,and environmental risk assessments have been described in few publications.In this study,we assessed the effectiveness of each technique.The results suggested that the pollutant content released by each pre-treatment technology was lower than the emission standard.To reveal the mechanisms of pollutant migration and enrichment,the substances in the kiln and kiln products are investigated.The input of co-processing materials(Co-M)produced by fermentation caused formation of polychlorinated dibenzo-p-dioxins and dibenzoftiran(PCDD/Fs)in the bypass flue gas(By-gas)in excess of the regulatory standard.The Co-M input produced by the screening and gasifier technologies caused the total organic carbon(TOC)concentration to exceed the standard.In addition,the NOx,TOC,and PCDD/Fs in the By-gas exceeded the regulatory standard.Raw meal was the primary chlorine and heavy metals input stream,and clinker(CK)and cement kiln dust(CKD)accounted for>90%of the total chlorine output stream.Flue gas and CKD were the primary volatile heavy metal(Hg)output streams.Greater than 70%of the semi-volatile heavy metals(Cd,Pb,T1 and Se)distributed in hot raw meal and bypass cement kiln dust.The low-volatility heavy metals were concentrated in the CK.These results indicated that co-processing techniques used in China still require improvement. 展开更多
关键词 Cement kiln co-processing Environmental risk assessment By-pass system
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Discrete particle methods for engineering simulation:Reproducing mesoscale structures in multiphase systems 被引量:1
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作者 Ji Xu Peng Zhao +2 位作者 Yong Zhang Junwu Wang Wei Ge 《Resources Chemicals and Materials》 2022年第1期69-79,共11页
Most natural resources are processed as particle-fluid multiphase systems in chemical,mineral and material indus-tries,therefore,discrete particles methods(DPM)are reasonable choices of simulation method for engineeri... Most natural resources are processed as particle-fluid multiphase systems in chemical,mineral and material indus-tries,therefore,discrete particles methods(DPM)are reasonable choices of simulation method for engineering the relevant processes and equipments.However,direct application of these methods is challenged by the complex multiscale behavior of such systems,which leads to enormous computational cost or otherwise qualitatively inac-curate description of the mesoscale structures.The coarse-grained DPM based on the energy-minimization multi-scale(EMMS)model,or EMMS-DPM,was proposed to reduce the computational cost by several orders while main-taining an accurate description of the mesoscale structures,which paves the way for its engineering applications.Further empowered by the high-efficiency multi-scale DEM software DEMms and the corresponding customized heterogeneous supercomputing facilities with graphics processing units(GPUs),it may even approach realtime simulation of industrial reactors.This short review will introduce the principle of DPM,in particular,EMMS-DPM,and the recent developments in modeling,numerical implementation and application of large-scale DPM which aims to reach industrial scale on one hand and resolves mesoscale structures critical to reaction-transport coupling on the other hand.This review finally prospects on the future developments of DPM in this direction. 展开更多
关键词 COARSE-GRAINING Discrete element method(DEM) EMMS-DPM(EMMS-based discrete particle method) gpu-cpu heterogeneous computing MESOSCALE
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